most citedChange-point detection using spectral PCA for multivariate time series

5 citations · 6 across the 5 of their papers we have counts for

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stat.AP2021

Bayesian nonparametric analysis for the detection of spikes in noisy calcium imaging data

Laura D'Angelo, Antonio Canale, Zhaoxia Yu +1

Recent advancements in miniaturized fluorescence microscopy have made it possible to investigate neuronal responses to external stimuli in awake behaving animals through the analys…

stat.AP2021★ 5 cited

Change-point detection using spectral PCA for multivariate time series

Shuhao Jiao, Tong Shen, Zhaoxia Yu +1

We propose a two-stage approach Spec PC-CP to identify change points in multivariate time series. In the first stage, we obtain a low-dimensional summary of the high-dimensional ti…